RRepoGEO

REPOGEO REPORT · LITE

ZacharyPatten/Towel

Default branch main · commit 809afd70 · scanned 6/12/2026, 9:23:49 PM

GitHub: 774 stars · 53 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ZacharyPatten/Towel, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening description to highlight "dependency-free utility library"

    Why:

    CURRENT
    A .NET library intended to make coding a bit more towelerable: data structures, algorithms, mathematics, metadata, extensions, console, and more. :)
    COPY-PASTE FIX
    A comprehensive, dependency-free .NET utility library providing common data structures, algorithms, mathematics, extensions, console helpers, and more to make coding more efficient.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://zacharypatten.github.io/Towel/index.html
  • lowtopics#3
    Add "utility-library" and "no-dependencies" to topics

    Why:

    CURRENT
    algorithm, avl-tree, command-line, console, csharp, data-structures, dotnet, extensions, framework, functional, library, mathematics, measurements, random, red-black-trees, sorting, towel, xml
    COPY-PASTE FIX
    algorithm, avl-tree, command-line, console, csharp, data-structures, dotnet, extensions, framework, functional, library, mathematics, measurements, no-dependencies, random, red-black-trees, sorting, towel, utility-library, xml

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface ZacharyPatten/Towel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
System.Linq
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. System.Linq · recommended 2×
  2. mathnet/mathnet-numerics · recommended 2×
  3. System.Collections.Generic · recommended 1×
  4. System.Collections.Concurrent · recommended 1×
  5. System.Collections.Immutable · recommended 1×
  • CATEGORY QUERY
    What .NET library provides common data structures and algorithms for C# development?
    you: not recommended
    AI recommended (in order):
    1. System.Collections.Generic
    2. System.Linq
    3. System.Collections.Concurrent
    4. System.Collections.Immutable
    5. System.Numerics
    6. C5 Collections (sorensen/C5)
    7. Math.NET Numerics (mathnet/mathnet-numerics)

    AI recommended 7 alternatives but never named ZacharyPatten/Towel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a comprehensive C# utility library with math functions and console helpers.
    you: not recommended
    AI recommended (in order):
    1. Math.NET Numerics (mathnet/mathnet-numerics)
    2. CommunityToolkit.HighPerformance (CommunityToolkit/dotnet)
    3. Noda Time (nodatime/nodatime)
    4. Spectre.Console (spectreconsole/spectre.console)
    5. ScottPlot (ScottPlot/ScottPlot)
    6. System.Math
    7. System.Linq

    AI recommended 7 alternatives but never named ZacharyPatten/Towel. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of ZacharyPatten/Towel?
    pass
    AI named ZacharyPatten/Towel explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts ZacharyPatten/Towel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ZacharyPatten/Towel explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo ZacharyPatten/Towel solve, and who is the primary audience?
    pass
    AI named ZacharyPatten/Towel explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)
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ZacharyPatten/Towel — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite